Spaces:
Sleeping
Sleeping
Commit ·
1102829
1
Parent(s): 45d42ac
Create main.py
Browse files
main.py
ADDED
|
@@ -0,0 +1,44 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from flask import Flask, request, jsonify, render_template
|
| 2 |
+
from flask_cors import CORS
|
| 3 |
+
import numpy as np
|
| 4 |
+
import pandas as pd
|
| 5 |
+
from sklearn.linear_model import LogisticRegression
|
| 6 |
+
|
| 7 |
+
app = Flask(__name__)
|
| 8 |
+
app.static_folder = 'static'
|
| 9 |
+
app.static_url_path = '/static'
|
| 10 |
+
|
| 11 |
+
app.secret_key = "flask-nielit-2023"
|
| 12 |
+
|
| 13 |
+
CORS(app)
|
| 14 |
+
|
| 15 |
+
@app.route('/')
|
| 16 |
+
def iris():
|
| 17 |
+
return render_template("index.html")
|
| 18 |
+
|
| 19 |
+
@app.route('/irisf', methods=["POST"])
|
| 20 |
+
def page():
|
| 21 |
+
swidth=eval(request.form.get("swidth"))
|
| 22 |
+
sheight=eval(request.form.get("sheight"))
|
| 23 |
+
pwidth=eval(request.form.get("pwidth"))
|
| 24 |
+
pheight=eval(request.form.get("pheight"))
|
| 25 |
+
|
| 26 |
+
url="https://raw.githubusercontent.com/lovnishverma/datasets/main/iris.csv"
|
| 27 |
+
|
| 28 |
+
data=pd.read_csv(url, header=None)
|
| 29 |
+
flower=data.values
|
| 30 |
+
|
| 31 |
+
#Split
|
| 32 |
+
x=flower[:,:4]
|
| 33 |
+
y=flower[:,-1]
|
| 34 |
+
|
| 35 |
+
model=LogisticRegression()
|
| 36 |
+
model.fit(x,y)
|
| 37 |
+
|
| 38 |
+
arr=model.predict([[swidth,sheight,pwidth,pheight]])
|
| 39 |
+
|
| 40 |
+
return render_template("index.html", data=str(arr[0]))
|
| 41 |
+
|
| 42 |
+
|
| 43 |
+
if __name__ == '__main__':
|
| 44 |
+
app.run()
|